{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "85ea4cf2-1cf7-483e-acae-40863b0c3f19",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb307e74-24d8-4bb5-bae0-e1bcf9ad8b06",
   "metadata": {},
   "source": [
    "# 1 Potential Fields Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "252efc17-348b-434c-ac8f-47055f860b96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>AttractionGain</th>\n",
       "      <th>RepulsionGain</th>\n",
       "      <th>Round</th>\n",
       "      <th>TotalTime</th>\n",
       "      <th>TotalDistance</th>\n",
       "      <th>Collisions</th>\n",
       "      <th>Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>potential_fields</td>\n",
       "      <td>0.5</td>\n",
       "      <td>500</td>\n",
       "      <td>1</td>\n",
       "      <td>6.599079</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>0</td>\n",
       "      <td>87.430737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>potential_fields</td>\n",
       "      <td>0.5</td>\n",
       "      <td>500</td>\n",
       "      <td>2</td>\n",
       "      <td>6.606823</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>0</td>\n",
       "      <td>87.424542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>potential_fields</td>\n",
       "      <td>0.5</td>\n",
       "      <td>500</td>\n",
       "      <td>3</td>\n",
       "      <td>6.593157</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>0</td>\n",
       "      <td>87.435475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>potential_fields</td>\n",
       "      <td>0.5</td>\n",
       "      <td>500</td>\n",
       "      <td>4</td>\n",
       "      <td>6.595805</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>0</td>\n",
       "      <td>87.433356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>potential_fields</td>\n",
       "      <td>0.5</td>\n",
       "      <td>500</td>\n",
       "      <td>5</td>\n",
       "      <td>6.587954</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>0</td>\n",
       "      <td>87.439637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Algorithm  AttractionGain  RepulsionGain  Round  TotalTime  \\\n",
       "0  potential_fields             0.5            500      1   6.599079   \n",
       "1  potential_fields             0.5            500      2   6.606823   \n",
       "2  potential_fields             0.5            500      3   6.593157   \n",
       "3  potential_fields             0.5            500      4   6.595805   \n",
       "4  potential_fields             0.5            500      5   6.587954   \n",
       "\n",
       "   TotalDistance  Collisions      Score  \n",
       "0         1215.0           0  87.430737  \n",
       "1         1215.0           0  87.424542  \n",
       "2         1215.0           0  87.435475  \n",
       "3         1215.0           0  87.433356  \n",
       "4         1215.0           0  87.439637  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = 'potential_fields_parameter.csv'\n",
    "potential_fields_data = pd.read_csv(file_path)\n",
    "potential_fields_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f96f7df8-5470-4429-895f-07041ff652a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>TotalTime</th>\n",
       "      <th>TotalDistance</th>\n",
       "      <th>Collisions</th>\n",
       "      <th>Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AttractionGain</th>\n",
       "      <th>RepulsionGain</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">0.5</th>\n",
       "      <th>500</th>\n",
       "      <td>6.596564</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.432749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>6.608062</td>\n",
       "      <td>1218.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.405550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>6.552998</td>\n",
       "      <td>1206.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.521602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3000</th>\n",
       "      <td>6.532873</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.555701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>6.531861</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.556511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">1.5</th>\n",
       "      <th>20000</th>\n",
       "      <td>6.550932</td>\n",
       "      <td>1206.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.523255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25000</th>\n",
       "      <td>6.574629</td>\n",
       "      <td>1206.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.504297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30000</th>\n",
       "      <td>6.584270</td>\n",
       "      <td>1209.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.478584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35000</th>\n",
       "      <td>6.565901</td>\n",
       "      <td>1206.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.511280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40000</th>\n",
       "      <td>6.537988</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.551610</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>65 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              TotalTime  TotalDistance  Collisions      Score\n",
       "AttractionGain RepulsionGain                                                 \n",
       "0.5            500             6.596564         1215.0         0.0  87.432749\n",
       "               1000            6.608062         1218.0         0.0  87.405550\n",
       "               2000            6.552998         1206.0         0.0  87.521602\n",
       "               3000            6.532873         1203.0         0.0  87.555701\n",
       "               4000            6.531861         1203.0         0.0  87.556511\n",
       "...                                 ...            ...         ...        ...\n",
       "1.5            20000           6.550932         1206.0         0.0  87.523255\n",
       "               25000           6.574629         1206.0         0.0  87.504297\n",
       "               30000           6.584270         1209.0         0.0  87.478584\n",
       "               35000           6.565901         1206.0         0.0  87.511280\n",
       "               40000           6.537988         1203.0         0.0  87.551610\n",
       "\n",
       "[65 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_data = potential_fields_data.groupby(['AttractionGain', 'RepulsionGain'])[\n",
    "    ['TotalTime', 'TotalDistance', 'Collisions', 'Score']].mean()\n",
    "grouped_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e506f559-13d7-4dcd-8999-052527ed368d",
   "metadata": {},
   "source": [
    "## 1.1 Line Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "47f4ef27-a060-41bc-97f2-c336cba328d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the data\n",
    "attraction_gains = grouped_data.index.get_level_values('AttractionGain')\n",
    "repulsion_gains = grouped_data.index.get_level_values('RepulsionGain')\n",
    "scores = grouped_data['Score']\n",
    "\n",
    "# Get all unique AttractionGain values\n",
    "unique_attraction_gains = sorted(grouped_data.index.get_level_values('AttractionGain').unique())\n",
    "\n",
    "# Create a subgraph, 3 rows and 2 columns\n",
    "fig, axes = plt.subplots(nrows=3, ncols=2, figsize=(12, 18))\n",
    "\n",
    "# Convert axes to one-dimensional arrays for indexing\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Go through each AttractionGain grouping\n",
    "for idx, attraction_gain in enumerate(unique_attraction_gains):\n",
    "    # Get the data corresponding to the current AttractionGain\n",
    "    subset = grouped_data.xs(attraction_gain, level='AttractionGain')\n",
    "\n",
    "    # Draw a line chart\n",
    "    axes[idx].plot(subset.index, subset['Score'], marker='o', color='b', linestyle='-', linewidth=2, markersize=5)\n",
    "    axes[idx].set_title(f'Score vs RepulsionGain for AttractionGain = {attraction_gain}')\n",
    "    axes[idx].set_xlabel('RepulsionGain')\n",
    "    axes[idx].set_ylabel('Score')\n",
    "\n",
    "# Hide redundant subgraphs\n",
    "for i in range(len(unique_attraction_gains), len(axes)):\n",
    "    axes[i].axis('off')\n",
    "\n",
    "# Adjust the layout\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "512bedc7-c728-4efb-97d5-c946845b4152",
   "metadata": {},
   "source": [
    "## 1.2 Heat Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c97a8d2c-796f-45cf-959e-cc30db25be88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert data to DataFrame format for easy manipulation\n",
    "grouped_data_reset = grouped_data.reset_index()\n",
    "\n",
    "# Use pivot tables to create data for use in heat maps\n",
    "pivot_data = grouped_data_reset.pivot(index='AttractionGain', columns='RepulsionGain', values='Score')\n",
    "\n",
    "# Draw a heat map\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.heatmap(pivot_data, annot=True, fmt=\".3f\", cmap=\"YlGnBu\", cbar_kws={'label': 'Score'}, linewidths=0.5)\n",
    "\n",
    "plt.title(\"Annotated Heatmap of Score vs AttractionGain and RepulsionGain\")\n",
    "plt.xlabel('RepulsionGain')\n",
    "plt.ylabel('AttractionGain')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b85406f-8894-44b9-9ee2-8862a1b9268b",
   "metadata": {},
   "source": [
    "## 1.3 Conclusion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "80255e61-12cb-4c16-b914-7820bae7a7a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The row with the highest score：\n",
      "AttractionGain: 0.75, RepulsionGain: 4000\n",
      "TotalTime           6.536220\n",
      "TotalDistance    1194.000000\n",
      "Collisions          0.000000\n",
      "Score              87.607024\n",
      "Name: (0.75, 4000), dtype: float64\n"
     ]
    }
   ],
   "source": [
    "best_score_row = grouped_data.loc[grouped_data['Score'].idxmax()]\n",
    "best_score_params = best_score_row.name\n",
    "print(\"The row with the highest score：\")\n",
    "print(f\"AttractionGain: {best_score_params[0]}, RepulsionGain: {best_score_params[1]}\")\n",
    "print(best_score_row)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5562134-8b50-4a3b-8666-7be89bd7f5eb",
   "metadata": {},
   "source": [
    "# 2. Q-Learning Parameter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ccda378b-12ce-43e6-aa25-3905341cbb00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_path = 'q_learning.csv'\n",
    "q_learning_data = pd.read_csv(file_path)\n",
    "# Set the canvas and subgraph layouts\n",
    "fig, axes = plt.subplots(2, 3, figsize=(15, 8))\n",
    "plt.subplots_adjust(wspace=0.3, hspace=0.4)\n",
    "\n",
    "# Subfigure 1: ExplorationRate\n",
    "axes[0, 0].plot(q_learning_data.index, q_learning_data['ExplorationRate'], 'm-')\n",
    "axes[0, 0].set_title('ExplorationRate')\n",
    "axes[0, 0].set_ylabel('Rate')\n",
    "axes[0, 0].grid(True)\n",
    "\n",
    "# Subfigure 2: TotalTime\n",
    "axes[0, 1].plot(q_learning_data.index, q_learning_data['TotalTime'], 'b-')\n",
    "axes[0, 1].set_title('TotalTime (s)')\n",
    "axes[0, 1].set_ylabel('Seconds')\n",
    "axes[0, 1].grid(True)\n",
    "\n",
    "# Subfigure 3: TotalDistance\n",
    "axes[0, 2].plot(q_learning_data.index, q_learning_data['TotalDistance'], 'g-')\n",
    "axes[0, 2].set_title('TotalDistance')\n",
    "axes[0, 2].set_ylabel('Distance')\n",
    "axes[0, 2].grid(True)\n",
    "\n",
    "# Subfigure 4: Collisions\n",
    "axes[1, 0].plot(q_learning_data.index, q_learning_data['Collisions'], 'r-')\n",
    "axes[1, 0].set_title('Collisions')\n",
    "axes[1, 0].set_xlabel('Test Number')\n",
    "axes[1, 0].set_ylabel('Count')\n",
    "axes[1, 0].grid(True)\n",
    "\n",
    "# Subfigure 5: Score\n",
    "axes[1, 1].plot(q_learning_data.index, q_learning_data['Score'], 'c-')\n",
    "axes[1, 1].set_title('Score')\n",
    "axes[1, 1].set_xlabel('Test Number')\n",
    "axes[1, 1].set_ylabel('Score')\n",
    "axes[1, 1].grid(True)\n",
    "\n",
    "# Hide the last empty subgraph\n",
    "axes[1, 2].axis('off')\n",
    "\n",
    "plt.suptitle('Q-Learning Metrics Analysis (Separate Trends)', y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0c59b53-d9cc-452f-a1dd-a1b28e3c15d0",
   "metadata": {},
   "source": [
    "# 3. Comparative Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2cc56deb-45c6-4e29-ba8c-eceb49c4c390",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Algorithm</th>\n",
       "      <th>TotalTime</th>\n",
       "      <th>TotalDistance</th>\n",
       "      <th>Collisions</th>\n",
       "      <th>Score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a_star</td>\n",
       "      <td>8.615144</td>\n",
       "      <td>1511.839277</td>\n",
       "      <td>0.0</td>\n",
       "      <td>84.036849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>potential_fields</td>\n",
       "      <td>6.487386</td>\n",
       "      <td>1194.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>87.646091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>q_learning</td>\n",
       "      <td>8.581426</td>\n",
       "      <td>1580.700000</td>\n",
       "      <td>0.3</td>\n",
       "      <td>82.750659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>random</td>\n",
       "      <td>6.753868</td>\n",
       "      <td>1243.800000</td>\n",
       "      <td>100.2</td>\n",
       "      <td>57.134106</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Algorithm  TotalTime  TotalDistance  Collisions      Score\n",
       "0            a_star   8.615144    1511.839277         0.0  84.036849\n",
       "1  potential_fields   6.487386    1194.000000         0.0  87.646091\n",
       "2        q_learning   8.581426    1580.700000         0.3  82.750659\n",
       "3            random   6.753868    1243.800000       100.2  57.134106"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = 'pet_withBarrier_result.csv'\n",
    "data = pd.read_csv(file_path)\n",
    "# Make sure that all columns that need to be calculated are numeric and use pd.to_numeric cast\n",
    "data[['TotalTime', 'TotalDistance', 'Collisions', 'Score']] = data[\n",
    "    ['TotalTime', 'TotalDistance', 'Collisions', 'Score']].apply(pd.to_numeric, errors='coerce')\n",
    "\n",
    "# Group by 'Algorithm' and calculate the average of the four metrics for each algorithm\n",
    "grouped_data = data.groupby('Algorithm')[['TotalTime', 'TotalDistance', 'Collisions', 'Score']].mean()\n",
    "grouped_data.reset_index(inplace=True)\n",
    "grouped_data.rename(columns={'index': 'Algorithm'}, inplace=True)\n",
    "grouped_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4aacb3f6-af72-4e04-8608-ffde0fc73270",
   "metadata": {},
   "source": [
    "## 3.1 Radar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "72be977b-26c4-4a43-a3da-0483cec646e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Normalization\n",
    "# TotalTime, TotalDistance, Collisions: The lower the better→ take the reciprocal or reverse normalize\n",
    "# Score: The higher the better→ direct normalization\n",
    "scaler = MinMaxScaler()\n",
    "\n",
    "# Reverse normalization of indicators that require \"lower is better\" (1 - x)\n",
    "grouped_data['TotalTime_norm'] = 1 - scaler.fit_transform(grouped_data[['TotalTime']])\n",
    "grouped_data['TotalDistance_norm'] = 1 - scaler.fit_transform(grouped_data[['TotalDistance']])\n",
    "grouped_data['Collisions_norm'] = 1 - scaler.fit_transform(grouped_data[['Collisions']])\n",
    "\n",
    "# Direct normalization of the \"higher is better\" indicator\n",
    "grouped_data['Score_norm'] = scaler.fit_transform(grouped_data[['Score']])\n",
    "\n",
    "# Extract the normalized data\n",
    "metrics_norm = grouped_data[['Algorithm', 'TotalTime_norm', 'TotalDistance_norm', 'Collisions_norm', 'Score_norm']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7c2165bc-c960-4a01-a2e6-08713d7ee1d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set radar chart parameters\n",
    "categories = ['TotalTime', 'TotalDistance', 'Collisions', 'Score']\n",
    "N = len(categories)\n",
    "\n",
    "# Calculate the radians for each angle\n",
    "angles = [n / N * 2 * np.pi for n in range(N)]\n",
    "angles += angles[:1]  # Closed graphics\n",
    "\n",
    "# Initialize the radar chart\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = fig.add_subplot(111, polar=True)\n",
    "\n",
    "# Draw a radar chart for each algorithm\n",
    "for idx, row in metrics_norm.iterrows():\n",
    "    values = row[['TotalTime_norm', 'TotalDistance_norm', 'Collisions_norm', 'Score_norm']].values.tolist()\n",
    "    values += values[:1]  # Closed graphics\n",
    "    ax.plot(angles, values, linewidth=2, label=row['Algorithm'])\n",
    "    ax.fill(angles, values, alpha=0.25)\n",
    "\n",
    "# Set tags and titles\n",
    "ax.set_xticks(angles[:-1])\n",
    "ax.set_xticklabels(categories)\n",
    "ax.set_title('Algorithm Performance Comparison (Normalized)', y=1.1)\n",
    "ax.legend(loc='upper right', bbox_to_anchor=(1.3, 1.1))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "530303f9-bde5-4069-8917-5c494fad0df0",
   "metadata": {},
   "source": [
    "## 3.2 Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "905c50c0-1171-4f85-aaf9-feeff53e11c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the canvas and subgraph layouts\n",
    "fig, axes = plt.subplots(2, 2, figsize=(15, 10))  # 2 rows x 2 columns\n",
    "plt.subplots_adjust(wspace=0.3, hspace=0.4)\n",
    "point_color = \"darkgray\"\n",
    "\n",
    "# Subfigure 1: TotalTime\n",
    "sns.boxplot(x='Algorithm', y='TotalTime', data=data, ax=axes[0, 0], width=0.5)\n",
    "sns.stripplot(x='Algorithm', y='TotalTime', data=data, ax=axes[0, 0],\n",
    "              color=point_color, size=6, jitter=True, alpha=0.7)\n",
    "axes[0, 0].set_title('TotalTime (Lower is Better)')\n",
    "axes[0, 0].set_ylabel('Seconds')\n",
    "\n",
    "# Subfigure 2: TotalDistance\n",
    "sns.boxplot(x='Algorithm', y='TotalDistance', data=data, ax=axes[0, 1], width=0.5)\n",
    "sns.stripplot(x='Algorithm', y='TotalDistance', data=data, ax=axes[0, 1],\n",
    "              color=point_color, size=6, jitter=True, alpha=0.7)\n",
    "axes[0, 1].set_title('TotalDistance (Lower is Better)')\n",
    "axes[0, 1].set_ylabel('Distance')\n",
    "\n",
    "# Subfigure 3: Collisions\n",
    "sns.boxplot(x='Algorithm', y='Collisions', data=data, ax=axes[1, 0], width=0.5)\n",
    "sns.stripplot(x='Algorithm', y='Collisions', data=data, ax=axes[1, 0],\n",
    "              color=point_color, size=6, jitter=True, alpha=0.7)\n",
    "axes[1, 0].set_title('Collisions (Lower is Better)')\n",
    "axes[1, 0].set_ylabel('Count')\n",
    "\n",
    "# Subfigure 4: Score\n",
    "sns.boxplot(x='Algorithm', y='Score', data=data, ax=axes[1, 1], width=0.5)\n",
    "sns.stripplot(x='Algorithm', y='Score', data=data, ax=axes[1, 1],\n",
    "              color=point_color, size=6, jitter=True, alpha=0.7)\n",
    "axes[1, 1].set_title('Score (Higher is Better)')\n",
    "axes[1, 1].set_ylabel('Score')\n",
    "\n",
    "plt.suptitle('Algorithm Performance Comparison (Boxplots with Data Points)', y=1.02)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5bb8c1d0-fba5-4da3-a415-e5eb8ca12ad2",
   "metadata": {},
   "source": [
    "## 3.3 Inferential Statistical Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9af7e007-55b4-4c59-8e54-6fe82e6414aa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "q_learning: p-value = 0.0029\n",
      "a_star: p-value = 0.6941\n",
      "random: p-value = 0.6746\n",
      "potential_fields: p-value = 0.4945\n"
     ]
    }
   ],
   "source": [
    "algorithms = data['Algorithm'].unique()\n",
    "\n",
    "# Perform Shapiro Wilk test on the Score of each algorithm\n",
    "for algo in algorithms:\n",
    "    p_value = stats.shapiro(data[data['Algorithm'] == algo]['Score']).pvalue\n",
    "    print(f'{algo}: p-value = {p_value:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "190a6d51-bf26-4f57-b43d-534ac749ab08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kruskal-Wallis Test: statistic = 35.2683, p-value = 1.0692e-07\n"
     ]
    }
   ],
   "source": [
    "# Extract Score data by algorithm grouping\n",
    "groups = [data[data['Algorithm'] == algo]['Score'] for algo in algorithms]\n",
    "\n",
    "# Kruskal-Wallis Test\n",
    "statistic, p_value = stats.kruskal(*groups)\n",
    "print(f'Kruskal-Wallis Test: statistic = {statistic:.4f}, p-value = {p_value:.4e}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f58e3d21-b925-4697-b033-94164a439acf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# Draw a box plot\n",
    "sns.boxplot(x='Algorithm', y='Score', data=data, showfliers=False)\n",
    "\n",
    "# Overlay scatter plot\n",
    "sns.stripplot(x='Algorithm', y='Score', data=data,\n",
    "              color='gray', size=6, jitter=True)\n",
    "\n",
    "plt.title('Algorithm Performance Comparison (Score)')\n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Algorithm')\n",
    "plt.show()"
   ]
  }
 ],
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